Profiling Report

Dataset statistics

Number of variables	14
Number of observations	5570
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.0 MiB
Average record size in memory	189.9 B

Variable types

Numeric	13
Categorical	1

Alerts

`Município` has a high cardinality: 5570 distinct values	High cardinality
`CV_HEPatite_B` is highly correlated with `CV_BCG` and 10 other fields	High correlation
`CV_HIB` is highly correlated with `CV_BCG` and 10 other fields	High correlation
`CV_DPT` is highly correlated with `CV_BCG` and 10 other fields	High correlation
`CV_Polio` is highly correlated with `CV_BCG` and 10 other fields	High correlation
`CV_rota` is highly correlated with `CV_HEPatite_B` and 9 other fields	High correlation
`CV_Pneumo` is highly correlated with `CV_BCG` and 10 other fields	High correlation
`CV_MNCC` is highly correlated with `CV_HEPatite_B` and 9 other fields	High correlation
`CV_SCR1` is highly correlated with `CV_BCG` and 10 other fields	High correlation
`CV_SCR2` is highly correlated with `CV_BCG` and 10 other fields	High correlation
`CV_VARICELA` is highly correlated with `CV_BCG` and 10 other fields	High correlation
`CV_HEPATITE_A` is highly correlated with `CV_BCG` and 10 other fields	High correlation
`CV_BCG` is highly correlated with `CV_HEPatite_B` and 8 other fields	High correlation
`Município` is uniformly distributed	Uniform
`COD` has unique values	Unique
`Município` has unique values	Unique
`CV_BCG` has 431 (7.7%) zeros	Zeros
`CV_SCR2` has 136 (2.4%) zeros	Zeros

Reproduction

Analysis started	2022-11-09 00:44:44.842151
Analysis finished	2022-11-09 00:45:07.378372
Duration	22.54 seconds
Software version	pandas-profiling v3.4.0
Download configuration	config.json

COD
Real number (ℝ_≥0)

UNIQUE

Distinct	5570
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	325358.6278

Minimum	110001
Maximum	530010
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	110001
5-th percentile	150777.25
Q1	251212.5
median	314627.5
Q3	411918.75
95-th percentile	510729.55
Maximum	530010
Range	420009
Interquartile range (IQR)	160706.25

Descriptive statistics

Standard deviation	98491.03388
Coefficient of variation (CV)	0.3027152977
Kurtosis	-0.5258091553
Mean	325358.6278
Median Absolute Deviation (MAD)	74152.5
Skewness	0.1213411839
Sum	1812247557
Variance	9700483754
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
110001	1	< 0.1%
353970	1	< 0.1%
354040	1	< 0.1%
354030	1	< 0.1%
354025	1	< 0.1%
354020	1	< 0.1%
354010	1	< 0.1%
354000	1	< 0.1%
353990	1	< 0.1%
353980	1	< 0.1%
Other values (5560)	5560	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
110001	1	< 0.1%
110002	1	< 0.1%
110003	1	< 0.1%
110004	1	< 0.1%
110005	1	< 0.1%
110006	1	< 0.1%
110007	1	< 0.1%
110008	1	< 0.1%
110009	1	< 0.1%
110010	1	< 0.1%

Value	Count	Frequency (%)
530010	1	< 0.1%
522230	1	< 0.1%
522220	1	< 0.1%
522205	1	< 0.1%
522200	1	< 0.1%
522190	1	< 0.1%
522185	1	< 0.1%
522180	1	< 0.1%
522170	1	< 0.1%
522160	1	< 0.1%

Município
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct	5570
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	467.3 KiB

110001 Alta Floresta D'Oeste	1
353970 Platina	1
354040 Populina	1
354030 Pontes Gestal	1
354025 Pontalinda	1
Other values (5565)	5565

Length

Max length	39
Median length	34
Mean length	18.61059246
Min length	10

Characters and Unicode

Total characters	103661
Distinct characters	80
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5570 ?
Unique (%)	100.0%

Sample

1st row	110001 Alta Floresta D'Oeste
2nd row	110002 Ariquemes
3rd row	110003 Cabixi
4th row	110004 Cacoal
5th row	110005 Cerejeiras

Common Values

Value	Count	Frequency (%)
110001 Alta Floresta D'Oeste	1	< 0.1%
353970 Platina	1	< 0.1%
354040 Populina	1	< 0.1%
354030 Pontes Gestal	1	< 0.1%
354025 Pontalinda	1	< 0.1%
354020 Pontal	1	< 0.1%
354010 Pongaí	1	< 0.1%
354000 Pompéia	1	< 0.1%
353990 Poloni	1	< 0.1%
353980 Poá	1	< 0.1%
Other values (5560)	5560	99.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
do	756	4.8%
são	364	2.3%
de	302	1.9%
santa	161	1.0%
da	143	0.9%
nova	135	0.9%
sul	115	0.7%
rio	94	0.6%
dos	73	0.5%
josé	70	0.4%
Other values (9533)	13640	86.0%

Most occurring characters

Value	Count	Frequency (%)
	10283	9.9%
a	8791	8.5%
0	8160	7.9%
o	5961	5.8%
1	4774	4.6%
2	4591	4.4%
r	4532	4.4%
i	4388	4.2%
3	4106	4.0%
e	3764	3.6%
Other values (70)	44311	42.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	50872	49.1%
Decimal Number	33420	32.2%
Space Separator	10283	9.9%
Uppercase Letter	9010	8.7%
Other Punctuation	47	< 0.1%
Dash Punctuation	29	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	8791	17.3%
o	5961	11.7%
r	4532	8.9%
i	4388	8.6%
e	3764	7.4%
n	3196	6.3%
d	2553	5.0%
s	2423	4.8%
t	2293	4.5%
u	2155	4.2%
Other values (27)	10816	21.3%

Uppercase Letter

Value	Count	Frequency (%)
S	1137	12.6%
C	970	10.8%
P	911	10.1%
M	721	8.0%
A	698	7.7%
B	602	6.7%
I	475	5.3%
J	405	4.5%
G	391	4.3%
R	367	4.1%
Other values (20)	2333	25.9%

Decimal Number

Value	Count	Frequency (%)
0	8160	24.4%
1	4774	14.3%
2	4591	13.7%
3	4106	12.3%
5	3654	10.9%
4	2781	8.3%
7	1470	4.4%
6	1422	4.3%
9	1382	4.1%
8	1080	3.2%

Space Separator

Value	Count	Frequency (%)
	10283	100.0%

Other Punctuation

Value	Count	Frequency (%)
'	47	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	29	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	59882	57.8%
Common	43779	42.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	8791	14.7%
o	5961	10.0%
r	4532	7.6%
i	4388	7.3%
e	3764	6.3%
n	3196	5.3%
d	2553	4.3%
s	2423	4.0%
t	2293	3.8%
u	2155	3.6%
Other values (57)	19826	33.1%

Common

Value	Count	Frequency (%)
	10283	23.5%
0	8160	18.6%
1	4774	10.9%
2	4591	10.5%
3	4106	9.4%
5	3654	8.3%
4	2781	6.4%
7	1470	3.4%
6	1422	3.2%
9	1382	3.2%
Other values (3)	1156	2.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	100822	97.3%
None	2839	2.7%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	10283	10.2%
a	8791	8.7%
0	8160	8.1%
o	5961	5.9%
1	4774	4.7%
2	4591	4.6%
r	4532	4.5%
i	4388	4.4%
3	4106	4.1%
e	3764	3.7%
Other values (54)	41472	41.1%

None

Value	Count	Frequency (%)
ã	794	28.0%
á	393	13.8%
í	336	11.8%
é	317	11.2%
ç	268	9.4%
ó	243	8.6%
â	161	5.7%
ú	101	3.6%
ô	71	2.5%
ê	70	2.5%
Other values (6)	85	3.0%

CV_BCG
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	3579
Distinct (%)	64.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.90465171

Minimum	0
Maximum	594.72
Zeros	431
Zeros (%)	7.7%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	15.56
median	48.72
Q3	80.6025
95-th percentile	116.226
Maximum	594.72
Range	594.72
Interquartile range (IQR)	65.0425

Descriptive statistics

Standard deviation	42.85430973
Coefficient of variation (CV)	0.825635243
Kurtosis	12.01724139
Mean	51.90465171
Median Absolute Deviation (MAD)	32.525
Skewness	1.781430416
Sum	289108.91
Variance	1836.491862
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	431	7.7%
100	32	0.6%
50	23	0.4%
20	14	0.3%
75	13	0.2%
16.67	13	0.2%
66.67	12	0.2%
60	11	0.2%
6.67	11	0.2%
18.75	11	0.2%
Other values (3569)	4999	89.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	431	7.7%
0.11	1	< 0.1%
0.13	1	< 0.1%
0.21	1	< 0.1%
0.27	1	< 0.1%
0.31	1	< 0.1%
0.33	1	< 0.1%
0.39	2	< 0.1%
0.41	1	< 0.1%
0.47	1	< 0.1%

Value	Count	Frequency (%)
594.72	1	< 0.1%
500.19	1	< 0.1%
473.92	1	< 0.1%
437.57	1	< 0.1%
396.37	1	< 0.1%
379.97	1	< 0.1%
340.54	1	< 0.1%
310	1	< 0.1%
291.8	1	< 0.1%
285.71	1	< 0.1%

CV_HEPatite_B
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3329
Distinct (%)	59.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	83.40500718

Minimum	0
Maximum	430.77
Zeros	5
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	0
5-th percentile	40.3
Q1	70.43
median	84.33
Q3	97.04
95-th percentile	120
Maximum	430.77
Range	430.77
Interquartile range (IQR)	26.61

Descriptive statistics

Standard deviation	25.00849407
Coefficient of variation (CV)	0.2998440371
Kurtosis	10.12256374
Mean	83.40500718
Median Absolute Deviation (MAD)	13.23
Skewness	0.7267847412
Sum	464565.89
Variance	625.4247757
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	90	1.6%
83.33	26	0.5%
66.67	20	0.4%
75	18	0.3%
80	18	0.3%
85.71	18	0.3%
90	18	0.3%
88.89	17	0.3%
71.43	16	0.3%
77.78	15	0.3%
Other values (3319)	5314	95.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	0.1%
0.26	1	< 0.1%
3.48	1	< 0.1%
3.51	1	< 0.1%
3.75	1	< 0.1%
4.76	1	< 0.1%
5.36	1	< 0.1%
6.12	1	< 0.1%
6.21	1	< 0.1%
6.67	2	< 0.1%

Value	Count	Frequency (%)
430.77	1	< 0.1%
330	1	< 0.1%
250	1	< 0.1%
231.58	1	< 0.1%
222.57	1	< 0.1%
221.43	1	< 0.1%
216	1	< 0.1%
200	1	< 0.1%
197.73	1	< 0.1%
190.91	1	< 0.1%

CV_HIB
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3322
Distinct (%)	59.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	83.42763914

Minimum	0
Maximum	423.08
Zeros	5
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	0
5-th percentile	40.3045
Q1	70.4725
median	84.38
Q3	97.1075
95-th percentile	120
Maximum	423.08
Range	423.08
Interquartile range (IQR)	26.635

Descriptive statistics

Standard deviation	25.00687727
Coefficient of variation (CV)	0.2997433169
Kurtosis	9.551395468
Mean	83.42763914
Median Absolute Deviation (MAD)	13.265
Skewness	0.6938169252
Sum	464691.95
Variance	625.3439109
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	93	1.7%
83.33	24	0.4%
88.89	18	0.3%
90	18	0.3%
80	18	0.3%
75	17	0.3%
66.67	17	0.3%
85.71	16	0.3%
71.43	15	0.3%
87.5	14	0.3%
Other values (3312)	5320	95.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	0.1%
0.26	1	< 0.1%
3.48	1	< 0.1%
3.51	1	< 0.1%
3.75	1	< 0.1%
4.76	1	< 0.1%
5.36	1	< 0.1%
5.92	1	< 0.1%
6.12	1	< 0.1%
6.67	2	< 0.1%

Value	Count	Frequency (%)
423.08	1	< 0.1%
330	1	< 0.1%
250	1	< 0.1%
231.58	1	< 0.1%
221.63	1	< 0.1%
221.43	1	< 0.1%
216	1	< 0.1%
200	1	< 0.1%
197.73	1	< 0.1%
190.91	1	< 0.1%

CV_DPT
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3305
Distinct (%)	59.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	83.54537882

Minimum	0
Maximum	423.08
Zeros	5
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	0
5-th percentile	40.419
Q1	70.59
median	84.48
Q3	97.2275
95-th percentile	120
Maximum	423.08
Range	423.08
Interquartile range (IQR)	26.6375

Descriptive statistics

Standard deviation	24.9990235
Coefficient of variation (CV)	0.2992268855
Kurtosis	9.563700409
Mean	83.54537882
Median Absolute Deviation (MAD)	13.19
Skewness	0.6967920267
Sum	465347.76
Variance	624.951176
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	93	1.7%
83.33	27	0.5%
80	22	0.4%
90	18	0.3%
88.89	18	0.3%
75	17	0.3%
71.43	15	0.3%
85.71	14	0.3%
66.67	14	0.3%
87.5	13	0.2%
Other values (3295)	5319	95.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	0.1%
0.26	1	< 0.1%
3.48	1	< 0.1%
3.51	1	< 0.1%
3.75	1	< 0.1%
4.76	1	< 0.1%
5.36	1	< 0.1%
5.92	1	< 0.1%
6.12	1	< 0.1%
6.67	2	< 0.1%

Value	Count	Frequency (%)
423.08	1	< 0.1%
330	1	< 0.1%
250	1	< 0.1%
231.58	1	< 0.1%
221.63	1	< 0.1%
221.43	1	< 0.1%
216	1	< 0.1%
200	1	< 0.1%
197.73	1	< 0.1%
190.91	1	< 0.1%

CV_Polio
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3312
Distinct (%)	59.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	82.48775224

Minimum	0
Maximum	384.62
Zeros	5
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	0
5-th percentile	40.366
Q1	69.27
median	83.465
Q3	95.9975
95-th percentile	118.4525
Maximum	384.62
Range	384.62
Interquartile range (IQR)	26.7275

Descriptive statistics

Standard deviation	24.68308295
Coefficient of variation (CV)	0.2992333077
Kurtosis	7.808414651
Mean	82.48775224
Median Absolute Deviation (MAD)	13.18
Skewness	0.5924374076
Sum	459456.78
Variance	609.2545837
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	89	1.6%
80	22	0.4%
75	21	0.4%
66.67	19	0.3%
83.33	18	0.3%
85.71	18	0.3%
88.89	18	0.3%
90	16	0.3%
50	14	0.3%
91.67	14	0.3%
Other values (3302)	5321	95.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	0.1%
0.26	1	< 0.1%
1.62	1	< 0.1%
1.75	1	< 0.1%
3.48	1	< 0.1%
3.75	1	< 0.1%
4.08	1	< 0.1%
5.92	1	< 0.1%
5.95	1	< 0.1%
6.67	3	0.1%

Value	Count	Frequency (%)
384.62	1	< 0.1%
330	1	< 0.1%
250	1	< 0.1%
234.21	1	< 0.1%
228.57	1	< 0.1%
224	1	< 0.1%
219.44	1	< 0.1%
200	1	< 0.1%
197.73	1	< 0.1%
190.91	1	< 0.1%

CV_rota
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3355
Distinct (%)	60.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	82.20124417

Minimum	0
Maximum	370
Zeros	8
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	0
5-th percentile	39.573
Q1	68.54
median	83.235
Q3	96
95-th percentile	120
Maximum	370
Range	370
Interquartile range (IQR)	27.46

Descriptive statistics

Standard deviation	25.17800552
Coefficient of variation (CV)	0.3062971342
Kurtosis	7.573239546
Mean	82.20124417
Median Absolute Deviation (MAD)	13.735
Skewness	0.5994734931
Sum	457860.93
Variance	633.9319618
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	84	1.5%
75	24	0.4%
66.67	17	0.3%
50	17	0.3%
87.5	16	0.3%
83.33	16	0.3%
80	16	0.3%
120	15	0.3%
71.43	15	0.3%
88.89	14	0.3%
Other values (3345)	5336	95.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	0.1%
0.72	1	< 0.1%
0.87	1	< 0.1%
1.75	1	< 0.1%
3.85	1	< 0.1%
4	1	< 0.1%
5.26	1	< 0.1%
5.56	1	< 0.1%
5.77	1	< 0.1%
5.95	1	< 0.1%

Value	Count	Frequency (%)
370	1	< 0.1%
353.85	1	< 0.1%
271.43	1	< 0.1%
268	1	< 0.1%
228.57	1	< 0.1%
207.69	1	< 0.1%
200	2	< 0.1%
192.54	1	< 0.1%
185.71	1	< 0.1%
181.82	1	< 0.1%

CV_Pneumo
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3363
Distinct (%)	60.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	85.16659066

Minimum	0
Maximum	440
Zeros	7
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	0
5-th percentile	43.149
Q1	71.865
median	86.11
Q3	98.78
95-th percentile	123.08
Maximum	440
Range	440
Interquartile range (IQR)	26.915

Descriptive statistics

Standard deviation	25.3644533
Coefficient of variation (CV)	0.2978216353
Kurtosis	11.55940878
Mean	85.16659066
Median Absolute Deviation (MAD)	13.45
Skewness	0.8200680335
Sum	474377.91
Variance	643.3554913
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	82	1.5%
83.33	23	0.4%
75	23	0.4%
66.67	21	0.4%
80	15	0.3%
90	15	0.3%
90.48	15	0.3%
88.89	14	0.3%
120	13	0.2%
90.91	12	0.2%
Other values (3353)	5337	95.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	0.1%
1.08	1	< 0.1%
1.74	1	< 0.1%
2.67	1	< 0.1%
3.51	1	< 0.1%
3.75	1	< 0.1%
5.95	1	< 0.1%
6.67	2	< 0.1%
6.94	1	< 0.1%
7.14	1	< 0.1%

Value	Count	Frequency (%)
440	1	< 0.1%
369.23	1	< 0.1%
260	1	< 0.1%
257.14	1	< 0.1%
228.57	1	< 0.1%
208.33	1	< 0.1%
207.69	1	< 0.1%
205.97	1	< 0.1%
200	2	< 0.1%
190.91	1	< 0.1%

CV_MNCC
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3343
Distinct (%)	60.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	82.74824776

Minimum	0
Maximum	400
Zeros	9
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	0
5-th percentile	40.427
Q1	70
median	83.61
Q3	96.24
95-th percentile	118.9915
Maximum	400
Range	400
Interquartile range (IQR)	26.24

Descriptive statistics

Standard deviation	24.67232558
Coefficient of variation (CV)	0.2981613056
Kurtosis	10.24818455
Mean	82.74824776
Median Absolute Deviation (MAD)	13.085
Skewness	0.6982630431
Sum	460907.74
Variance	608.7236498
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	97	1.7%
80	25	0.4%
75	20	0.4%
88.89	20	0.4%
66.67	20	0.4%
83.33	19	0.3%
50	14	0.3%
81.25	14	0.3%
71.43	14	0.3%
81.82	13	0.2%
Other values (3333)	5314	95.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	0.2%
2.67	1	< 0.1%
2.86	1	< 0.1%
3.51	1	< 0.1%
3.75	1	< 0.1%
5	1	< 0.1%
5.41	1	< 0.1%
6.67	1	< 0.1%
7.14	2	< 0.1%
7.41	1	< 0.1%

Value	Count	Frequency (%)
400	1	< 0.1%
376.92	1	< 0.1%
272	1	< 0.1%
218.18	1	< 0.1%
214.29	1	< 0.1%
207.69	1	< 0.1%
200	1	< 0.1%
181.25	1	< 0.1%
179.1	1	< 0.1%
177.14	1	< 0.1%

CV_SCR1
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3402
Distinct (%)	61.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88.06631239

Minimum	0
Maximum	430
Zeros	8
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	0
5-th percentile	41.8545
Q1	73.2175
median	88.995
Q3	102.5
95-th percentile	128.891
Maximum	430
Range	430
Interquartile range (IQR)	29.2825

Descriptive statistics

Standard deviation	27.73196394
Coefficient of variation (CV)	0.314898662
Kurtosis	8.860177843
Mean	88.06631239
Median Absolute Deviation (MAD)	14.455
Skewness	0.876399964
Sum	490529.36
Variance	769.0618239
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	119	2.1%
75	21	0.4%
85.71	18	0.3%
80	17	0.3%
83.33	16	0.3%
71.43	14	0.3%
116.67	14	0.3%
133.33	12	0.2%
125	11	0.2%
110	11	0.2%
Other values (3392)	5317	95.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	0.1%
2.5	1	< 0.1%
3.11	1	< 0.1%
3.57	1	< 0.1%
4	2	< 0.1%
4.05	1	< 0.1%
4.48	1	< 0.1%
6.02	1	< 0.1%
6.14	1	< 0.1%
6.25	1	< 0.1%

Value	Count	Frequency (%)
430	1	< 0.1%
369.23	1	< 0.1%
288.46	1	< 0.1%
285.71	1	< 0.1%
252.17	1	< 0.1%
252	1	< 0.1%
250	1	< 0.1%
232.76	1	< 0.1%
229.63	1	< 0.1%
228.57	1	< 0.1%

CV_SCR2
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	3642
Distinct (%)	65.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59.94277199

Minimum	0
Maximum	410
Zeros	136
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	0
5-th percentile	6.67
Q1	37.3525
median	60.98
Q3	82.25
95-th percentile	109.09
Maximum	410
Range	410
Interquartile range (IQR)	44.8975

Descriptive statistics

Standard deviation	31.76216873
Coefficient of variation (CV)	0.5298748735
Kurtosis	2.88765018
Mean	59.94277199
Median Absolute Deviation (MAD)	22.35
Skewness	0.4097075555
Sum	333881.24
Variance	1008.835362
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	136	2.4%
100	59	1.1%
66.67	24	0.4%
50	21	0.4%
83.33	18	0.3%
75	18	0.3%
33.33	15	0.3%
84.62	14	0.3%
25	14	0.3%
37.5	13	0.2%
Other values (3632)	5238	94.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	136	2.4%
0.21	1	< 0.1%
0.26	1	< 0.1%
0.29	1	< 0.1%
0.43	1	< 0.1%
0.53	1	< 0.1%
0.58	1	< 0.1%
0.61	1	< 0.1%
0.7	1	< 0.1%
0.71	1	< 0.1%

Value	Count	Frequency (%)
410	1	< 0.1%
292.31	1	< 0.1%
233.33	1	< 0.1%
228	1	< 0.1%
200	1	< 0.1%
182.61	1	< 0.1%
180	1	< 0.1%
161.54	1	< 0.1%
158.82	1	< 0.1%
157.14	1	< 0.1%

CV_VARICELA
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3545
Distinct (%)	63.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	80.09573429

Minimum	0
Maximum	370
Zeros	14
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	0
5-th percentile	29.707
Q1	61.915
median	81.25
Q3	96.6775
95-th percentile	125
Maximum	370
Range	370
Interquartile range (IQR)	34.7625

Descriptive statistics

Standard deviation	30.17910747
Coefficient of variation (CV)	0.3767879493
Kurtosis	3.885998434
Mean	80.09573429
Median Absolute Deviation (MAD)	17
Skewness	0.6246051422
Sum	446133.24
Variance	910.7785276
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	66	1.2%
75	21	0.4%
80	20	0.4%
66.67	17	0.3%
87.5	16	0.3%
83.33	15	0.3%
120	15	0.3%
0	14	0.3%
88.89	14	0.3%
50	13	0.2%
Other values (3535)	5359	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	0.3%
0.3	1	< 0.1%
0.91	1	< 0.1%
1.3	1	< 0.1%
2.04	1	< 0.1%
2.42	1	< 0.1%
2.78	1	< 0.1%
2.86	1	< 0.1%
3.51	1	< 0.1%
3.88	1	< 0.1%

Value	Count	Frequency (%)
370	1	< 0.1%
284.62	1	< 0.1%
264.29	1	< 0.1%
254.55	1	< 0.1%
242.42	1	< 0.1%
233.33	1	< 0.1%
231.58	1	< 0.1%
228.26	1	< 0.1%
226.47	1	< 0.1%
222.89	1	< 0.1%

CV_HEPATITE_A
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3370
Distinct (%)	60.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	79.59285637

Minimum	0
Maximum	470
Zeros	24
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	0
5-th percentile	31.3725
Q1	64.715
median	81.48
Q3	95.6875
95-th percentile	119.05
Maximum	470
Range	470
Interquartile range (IQR)	30.9725

Descriptive statistics

Standard deviation	27.24634795
Coefficient of variation (CV)	0.3423215247
Kurtosis	11.15375329
Mean	79.59285637
Median Absolute Deviation (MAD)	15.28
Skewness	0.6491802866
Sum	443332.21
Variance	742.3634766
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	97	1.7%
75	29	0.5%
50	24	0.4%
0	24	0.4%
66.67	21	0.4%
85.71	19	0.3%
80	19	0.3%
83.33	16	0.3%
81.82	13	0.2%
111.11	13	0.2%
Other values (3360)	5295	95.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24	0.4%
0.25	1	< 0.1%
0.36	1	< 0.1%
1.11	1	< 0.1%
1.24	1	< 0.1%
1.61	1	< 0.1%
1.8	1	< 0.1%
1.85	1	< 0.1%
1.92	1	< 0.1%
2.38	1	< 0.1%

Value	Count	Frequency (%)
470	1	< 0.1%
376.92	1	< 0.1%
271.43	1	< 0.1%
240	1	< 0.1%
211.11	1	< 0.1%
200	1	< 0.1%
192.86	1	< 0.1%
190	1	< 0.1%
188.89	1	< 0.1%
183.33	1	< 0.1%

Auto

The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	COD	Município	CV_BCG	CV_HEPatite_B	CV_HIB	CV_DPT	CV_Polio	CV_rota	CV_Pneumo	CV_MNCC	CV_SCR1	CV_SCR2	CV_VARICELA	CV_HEPATITE_A
0	110001	110001 Alta Floresta D'Oeste	67.57	93.69	93.69	93.99	91.29	93.69	97.00	97.00	115.11	61.63	88.22	91.24
1	110002	110002 Ariquemes	108.69	83.21	83.28	83.28	83.68	85.00	89.05	88.32	87.17	59.49	78.88	80.82
2	110003	110003 Cabixi	0.00	92.75	92.75	92.75	94.20	101.45	101.45	89.86	98.51	94.03	97.01	97.01
3	110004	110004 Cacoal	108.98	88.45	89.28	89.28	89.13	90.04	91.85	92.75	135.84	27.32	82.19	82.04
4	110005	110005 Cerejeiras	63.94	92.19	92.94	92.94	94.05	95.54	98.14	95.91	103.37	83.90	93.63	92.88
5	110006	110006 Colorado do Oeste	19.21	89.66	89.66	89.66	89.16	93.60	97.04	93.10	100.00	84.73	99.51	102.46
6	110007	110007 Corumbiara	14.02	80.37	80.37	80.37	86.92	92.52	95.33	91.59	106.86	120.59	124.51	124.51
7	110008	110008 Costa Marques	77.37	95.26	95.26	95.79	92.11	102.63	106.32	99.47	109.19	83.78	92.43	92.97
8	110009	110009 Espigão D'Oeste	91.30	83.44	83.44	83.44	84.08	94.27	97.66	95.33	92.29	2.78	90.36	86.94
9	110010	110010 Guajará-Mirim	62.12	47.32	47.32	47.32	46.39	46.27	47.79	46.50	52.44	15.97	37.54	38.50

Last rows

	COD	Município	CV_BCG	CV_HEPatite_B	CV_HIB	CV_DPT	CV_Polio	CV_rota	CV_Pneumo	CV_MNCC	CV_SCR1	CV_SCR2	CV_VARICELA	CV_HEPATITE_A
5560	522160	522160 Uruaçu	93.58	86.23	86.23	86.23	80.94	89.62	93.77	88.30	93.71	40.76	65.33	81.33
5561	522170	522170 Uruana	22.96	72.59	72.59	72.59	71.85	77.78	86.67	79.26	76.87	48.51	63.43	68.66
5562	522180	522180 Urutaí	95.83	170.83	170.83	170.83	166.67	150.00	145.83	175.00	170.83	20.83	125.00	129.17
5563	522185	522185 Valparaíso de Goiás	20.62	79.94	79.94	80.10	80.75	79.58	82.08	79.66	77.84	35.90	51.02	74.00
5564	522190	522190 Varjão	37.93	131.03	131.03	131.03	131.03	124.14	127.59	117.24	111.11	122.22	203.70	155.56
5565	522200	522200 Vianópolis	125.00	104.65	104.65	105.23	99.42	104.07	111.63	101.16	105.85	87.13	119.88	115.20
5566	522205	522205 Vicentinópolis	9.35	56.12	56.12	56.12	57.55	53.96	54.68	47.48	72.46	13.77	34.06	26.81
5567	522220	522220 Vila Boa	64.71	131.37	131.37	131.37	129.41	127.45	131.37	133.33	123.53	74.51	82.35	125.49
5568	522230	522230 Vila Propício	28.30	67.92	67.92	67.92	67.92	60.38	67.92	62.26	56.60	33.96	43.40	52.83
5569	530010	530010 Brasília	104.85	78.82	78.77	78.76	78.74	80.90	84.41	81.75	87.12	57.46	78.90	81.75

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Space Separator

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows